{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"source": [
"**Install Ultralytics Package**"
],
"metadata": {
"id": "m7euJmup9SxN"
}
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"collapsed": true,
"id": "L56nyYlH1FME",
"outputId": "6529f1cb-b6ab-46e9-cb7a-e05ce955bc96"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting ultralytics\n",
" Downloading ultralytics-8.3.0-py3-none-any.whl.metadata (34 kB)\n",
"Requirement already satisfied: numpy<2.0.0,>=1.23.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (1.26.4)\n",
"Requirement already satisfied: matplotlib>=3.3.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (3.7.1)\n",
"Requirement already satisfied: opencv-python>=4.6.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (4.10.0.84)\n",
"Requirement already satisfied: pillow>=7.1.2 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (10.4.0)\n",
"Requirement already satisfied: pyyaml>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (6.0.2)\n",
"Requirement already satisfied: requests>=2.23.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (2.32.3)\n",
"Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (1.13.1)\n",
"Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (2.4.1+cu121)\n",
"Requirement already satisfied: torchvision>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (0.19.1+cu121)\n",
"Requirement already satisfied: tqdm>=4.64.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (4.66.5)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from ultralytics) (5.9.5)\n",
"Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics) (9.0.0)\n",
"Requirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (2.1.4)\n",
"Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (0.13.1)\n",
"Collecting ultralytics-thop>=2.0.0 (from ultralytics)\n",
" Downloading ultralytics_thop-2.0.8-py3-none-any.whl.metadata (9.3 kB)\n",
"Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (1.3.0)\n",
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (0.12.1)\n",
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (4.53.1)\n",
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (1.4.7)\n",
"Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (24.1)\n",
"Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (3.1.4)\n",
"Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (2.8.2)\n",
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->ultralytics) (2024.2)\n",
"Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->ultralytics) (2024.1)\n",
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (3.3.2)\n",
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (3.10)\n",
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (2.2.3)\n",
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->ultralytics) (2024.8.30)\n",
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.16.1)\n",
"Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (4.12.2)\n",
"Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (1.13.3)\n",
"Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.3)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (3.1.4)\n",
"Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->ultralytics) (2024.6.1)\n",
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.3.0->ultralytics) (1.16.0)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.8.0->ultralytics) (2.1.5)\n",
"Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.8.0->ultralytics) (1.3.0)\n",
"Downloading ultralytics-8.3.0-py3-none-any.whl (881 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m881.3/881.3 kB\u001b[0m \u001b[31m22.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hDownloading ultralytics_thop-2.0.8-py3-none-any.whl (26 kB)\n",
"Installing collected packages: ultralytics-thop, ultralytics\n",
"Successfully installed ultralytics-8.3.0 ultralytics-thop-2.0.8\n"
]
}
],
"source": [
"!pip install ultralytics"
]
},
{
"cell_type": "markdown",
"source": [
"**Download Sample Image and Videos**"
],
"metadata": {
"id": "P5dq_XXCBJD8"
}
},
{
"cell_type": "code",
"source": [
"!gdown \"https://drive.google.com/uc?id=1Xa1EJO_Uwv-qr0i72VK2TaQALz7X0EP1&confirm=t\""
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "tX8ze3MMAPU8",
"outputId": "8a87f326-ee04-4498-9d29-1bb66177410f"
},
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Downloading...\n",
"From: https://drive.google.com/uc?id=1Xa1EJO_Uwv-qr0i72VK2TaQALz7X0EP1&confirm=t\n",
"To: /content/image.jpg\n",
"\r 0% 0.00/214k [00:00"
]
},
"metadata": {},
"execution_count": 7
}
]
},
{
"cell_type": "markdown",
"source": [
"**Object Detection in Videos using YOLO11**"
],
"metadata": {
"id": "Fmf8cXSf-ZS_"
}
},
{
"cell_type": "code",
"source": [
"!yolo task=detect mode = predict model = yolo11n.pt source = '/content/video.mp4'"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"collapsed": true,
"id": "vH77nsqj_BSt",
"outputId": "07e734e4-d6bf-43b2-d936-d725545dbd9a"
},
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Ultralytics 8.3.0 🚀 Python-3.10.12 torch-2.4.1+cu121 CUDA:0 (Tesla T4, 15102MiB)\n",
"YOLO11n summary (fused): 238 layers, 2,616,248 parameters, 0 gradients, 6.5 GFLOPs\n",
"\n",
"video 1/1 (frame 1/458) /content/video.mp4: 384x640 10 persons, 10 bicycles, 1 handbag, 63.3ms\n",
"video 1/1 (frame 2/458) /content/video.mp4: 384x640 10 persons, 9 bicycles, 9.0ms\n",
"video 1/1 (frame 3/458) /content/video.mp4: 384x640 11 persons, 10 bicycles, 8.6ms\n",
"video 1/1 (frame 4/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 9.8ms\n",
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"video 1/1 (frame 6/458) /content/video.mp4: 384x640 10 persons, 10 bicycles, 8.8ms\n",
"video 1/1 (frame 7/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 backpack, 10.2ms\n",
"video 1/1 (frame 8/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 9.2ms\n",
"video 1/1 (frame 9/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 9.4ms\n",
"video 1/1 (frame 10/458) /content/video.mp4: 384x640 14 persons, 9 bicycles, 1 backpack, 9.0ms\n",
"video 1/1 (frame 11/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 10.0ms\n",
"video 1/1 (frame 12/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 1 traffic light, 1 handbag, 9.5ms\n",
"video 1/1 (frame 13/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 backpack, 9.9ms\n",
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"video 1/1 (frame 15/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 1 backpack, 9.5ms\n",
"video 1/1 (frame 16/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 traffic light, 1 backpack, 9.7ms\n",
"video 1/1 (frame 17/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 1 backpack, 9.8ms\n",
"video 1/1 (frame 18/458) /content/video.mp4: 384x640 14 persons, 8 bicycles, 1 backpack, 10.2ms\n",
"video 1/1 (frame 19/458) /content/video.mp4: 384x640 16 persons, 7 bicycles, 1 traffic light, 2 backpacks, 11.2ms\n",
"video 1/1 (frame 20/458) /content/video.mp4: 384x640 18 persons, 9 bicycles, 1 traffic light, 2 backpacks, 2 handbags, 9.7ms\n",
"video 1/1 (frame 21/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 1 traffic light, 1 backpack, 9.3ms\n",
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"video 1/1 (frame 24/458) /content/video.mp4: 384x640 16 persons, 8 bicycles, 2 traffic lights, 1 backpack, 10.1ms\n",
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"video 1/1 (frame 27/458) /content/video.mp4: 384x640 14 persons, 6 bicycles, 1 traffic light, 1 handbag, 10.8ms\n",
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"video 1/1 (frame 36/458) /content/video.mp4: 384x640 10 persons, 8 bicycles, 1 motorcycle, 1 traffic light, 1 handbag, 9.4ms\n",
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"video 1/1 (frame 296/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 6 traffic lights, 10.5ms\n",
"video 1/1 (frame 297/458) /content/video.mp4: 384x640 13 persons, 14 bicycles, 5 traffic lights, 9.9ms\n",
"video 1/1 (frame 298/458) /content/video.mp4: 384x640 14 persons, 11 bicycles, 5 traffic lights, 9.5ms\n",
"video 1/1 (frame 299/458) /content/video.mp4: 384x640 14 persons, 15 bicycles, 5 traffic lights, 9.7ms\n",
"video 1/1 (frame 300/458) /content/video.mp4: 384x640 13 persons, 12 bicycles, 5 traffic lights, 11.1ms\n",
"video 1/1 (frame 301/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 5 traffic lights, 9.7ms\n",
"video 1/1 (frame 302/458) /content/video.mp4: 384x640 13 persons, 12 bicycles, 5 traffic lights, 9.8ms\n",
"video 1/1 (frame 303/458) /content/video.mp4: 384x640 14 persons, 13 bicycles, 6 traffic lights, 10.7ms\n",
"video 1/1 (frame 304/458) /content/video.mp4: 384x640 15 persons, 13 bicycles, 5 traffic lights, 11.5ms\n",
"video 1/1 (frame 305/458) /content/video.mp4: 384x640 13 persons, 15 bicycles, 4 traffic lights, 9.8ms\n",
"video 1/1 (frame 306/458) /content/video.mp4: 384x640 11 persons, 11 bicycles, 4 traffic lights, 9.7ms\n",
"video 1/1 (frame 307/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 4 traffic lights, 9.8ms\n",
"video 1/1 (frame 308/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 2 traffic lights, 12.0ms\n",
"video 1/1 (frame 309/458) /content/video.mp4: 384x640 11 persons, 14 bicycles, 4 traffic lights, 9.7ms\n",
"video 1/1 (frame 310/458) /content/video.mp4: 384x640 12 persons, 14 bicycles, 3 traffic lights, 9.4ms\n",
"video 1/1 (frame 311/458) /content/video.mp4: 384x640 11 persons, 14 bicycles, 3 traffic lights, 9.8ms\n",
"video 1/1 (frame 312/458) /content/video.mp4: 384x640 11 persons, 13 bicycles, 3 traffic lights, 9.7ms\n",
"video 1/1 (frame 313/458) /content/video.mp4: 384x640 14 persons, 14 bicycles, 3 traffic lights, 10.0ms\n",
"video 1/1 (frame 314/458) /content/video.mp4: 384x640 13 persons, 12 bicycles, 2 traffic lights, 9.6ms\n",
"video 1/1 (frame 315/458) /content/video.mp4: 384x640 13 persons, 14 bicycles, 2 traffic lights, 10.3ms\n",
"video 1/1 (frame 316/458) /content/video.mp4: 384x640 12 persons, 14 bicycles, 2 traffic lights, 10.1ms\n",
"video 1/1 (frame 317/458) /content/video.mp4: 384x640 11 persons, 13 bicycles, 2 traffic lights, 10.3ms\n",
"video 1/1 (frame 318/458) /content/video.mp4: 384x640 11 persons, 12 bicycles, 2 traffic lights, 9.5ms\n",
"video 1/1 (frame 319/458) /content/video.mp4: 384x640 11 persons, 11 bicycles, 2 traffic lights, 10.4ms\n",
"video 1/1 (frame 320/458) /content/video.mp4: 384x640 11 persons, 12 bicycles, 2 traffic lights, 12.9ms\n",
"video 1/1 (frame 321/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 3 traffic lights, 12.9ms\n",
"video 1/1 (frame 322/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 4 traffic lights, 9.6ms\n",
"video 1/1 (frame 323/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 3 traffic lights, 9.4ms\n",
"video 1/1 (frame 324/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 5 traffic lights, 8.9ms\n",
"video 1/1 (frame 325/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 4 traffic lights, 12.9ms\n",
"video 1/1 (frame 326/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 3 traffic lights, 10.2ms\n",
"video 1/1 (frame 327/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 3 traffic lights, 9.6ms\n",
"video 1/1 (frame 328/458) /content/video.mp4: 384x640 13 persons, 10 bicycles, 3 traffic lights, 14.7ms\n",
"video 1/1 (frame 329/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 4 traffic lights, 10.0ms\n",
"video 1/1 (frame 330/458) /content/video.mp4: 384x640 12 persons, 7 bicycles, 3 traffic lights, 9.4ms\n",
"video 1/1 (frame 331/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 4 traffic lights, 1 backpack, 9.9ms\n",
"video 1/1 (frame 332/458) /content/video.mp4: 384x640 14 persons, 10 bicycles, 3 traffic lights, 1 backpack, 12.9ms\n",
"video 1/1 (frame 333/458) /content/video.mp4: 384x640 15 persons, 10 bicycles, 4 traffic lights, 13.2ms\n",
"video 1/1 (frame 334/458) /content/video.mp4: 384x640 14 persons, 9 bicycles, 2 traffic lights, 9.9ms\n",
"video 1/1 (frame 335/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 3 traffic lights, 9.0ms\n",
"video 1/1 (frame 336/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 4 traffic lights, 9.1ms\n",
"video 1/1 (frame 337/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 4 traffic lights, 21.9ms\n",
"video 1/1 (frame 338/458) /content/video.mp4: 384x640 14 persons, 10 bicycles, 3 traffic lights, 9.5ms\n",
"video 1/1 (frame 339/458) /content/video.mp4: 384x640 13 persons, 11 bicycles, 2 traffic lights, 9.1ms\n",
"video 1/1 (frame 340/458) /content/video.mp4: 384x640 14 persons, 13 bicycles, 2 traffic lights, 9.3ms\n",
"video 1/1 (frame 341/458) /content/video.mp4: 384x640 14 persons, 11 bicycles, 2 traffic lights, 9.8ms\n",
"video 1/1 (frame 342/458) /content/video.mp4: 384x640 15 persons, 10 bicycles, 2 traffic lights, 9.1ms\n",
"video 1/1 (frame 343/458) /content/video.mp4: 384x640 15 persons, 10 bicycles, 2 traffic lights, 11.7ms\n",
"video 1/1 (frame 344/458) /content/video.mp4: 384x640 14 persons, 8 bicycles, 2 traffic lights, 9.5ms\n",
"video 1/1 (frame 345/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 3 traffic lights, 9.7ms\n",
"video 1/1 (frame 346/458) /content/video.mp4: 384x640 16 persons, 9 bicycles, 2 traffic lights, 9.2ms\n",
"video 1/1 (frame 347/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 3 traffic lights, 8.6ms\n",
"video 1/1 (frame 348/458) /content/video.mp4: 384x640 15 persons, 6 bicycles, 4 traffic lights, 8.5ms\n",
"video 1/1 (frame 349/458) /content/video.mp4: 384x640 14 persons, 6 bicycles, 2 traffic lights, 9.6ms\n",
"video 1/1 (frame 350/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 3 traffic lights, 9.4ms\n",
"video 1/1 (frame 351/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 3 traffic lights, 9.3ms\n",
"video 1/1 (frame 352/458) /content/video.mp4: 384x640 12 persons, 12 bicycles, 3 traffic lights, 12.4ms\n",
"video 1/1 (frame 353/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 3 traffic lights, 17.2ms\n",
"video 1/1 (frame 354/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 3 traffic lights, 11.4ms\n",
"video 1/1 (frame 355/458) /content/video.mp4: 384x640 15 persons, 9 bicycles, 2 traffic lights, 9.5ms\n",
"video 1/1 (frame 356/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 1 traffic light, 9.1ms\n",
"video 1/1 (frame 357/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 9.5ms\n",
"video 1/1 (frame 358/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 2 traffic lights, 9.4ms\n",
"video 1/1 (frame 359/458) /content/video.mp4: 384x640 11 persons, 11 bicycles, 2 traffic lights, 8.7ms\n",
"video 1/1 (frame 360/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 2 traffic lights, 9.1ms\n",
"video 1/1 (frame 361/458) /content/video.mp4: 384x640 15 persons, 8 bicycles, 2 traffic lights, 10.6ms\n",
"video 1/1 (frame 362/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 3 traffic lights, 13.6ms\n",
"video 1/1 (frame 363/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 3 traffic lights, 9.7ms\n",
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"video 1/1 (frame 365/458) /content/video.mp4: 384x640 13 persons, 11 bicycles, 2 traffic lights, 10.3ms\n",
"video 1/1 (frame 366/458) /content/video.mp4: 384x640 14 persons, 8 bicycles, 3 traffic lights, 12.6ms\n",
"video 1/1 (frame 367/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 3 traffic lights, 8.8ms\n",
"video 1/1 (frame 368/458) /content/video.mp4: 384x640 16 persons, 10 bicycles, 3 traffic lights, 8.7ms\n",
"video 1/1 (frame 369/458) /content/video.mp4: 384x640 17 persons, 8 bicycles, 3 traffic lights, 9.1ms\n",
"video 1/1 (frame 370/458) /content/video.mp4: 384x640 15 persons, 9 bicycles, 3 traffic lights, 8.8ms\n",
"video 1/1 (frame 371/458) /content/video.mp4: 384x640 15 persons, 9 bicycles, 3 traffic lights, 9.1ms\n",
"video 1/1 (frame 372/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 3 traffic lights, 8.5ms\n",
"video 1/1 (frame 373/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 3 traffic lights, 9.5ms\n",
"video 1/1 (frame 374/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 4 traffic lights, 10.9ms\n",
"video 1/1 (frame 375/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 2 traffic lights, 9.3ms\n",
"video 1/1 (frame 376/458) /content/video.mp4: 384x640 11 persons, 7 bicycles, 3 traffic lights, 9.0ms\n",
"video 1/1 (frame 377/458) /content/video.mp4: 384x640 10 persons, 9 bicycles, 2 traffic lights, 9.7ms\n",
"video 1/1 (frame 378/458) /content/video.mp4: 384x640 11 persons, 10 bicycles, 1 traffic light, 13.7ms\n",
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"video 1/1 (frame 381/458) /content/video.mp4: 384x640 10 persons, 8 bicycles, 4 traffic lights, 12.0ms\n",
"video 1/1 (frame 382/458) /content/video.mp4: 384x640 9 persons, 8 bicycles, 2 traffic lights, 9.3ms\n",
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"video 1/1 (frame 384/458) /content/video.mp4: 384x640 10 persons, 9 bicycles, 3 traffic lights, 9.2ms\n",
"video 1/1 (frame 385/458) /content/video.mp4: 384x640 9 persons, 9 bicycles, 3 traffic lights, 9.5ms\n",
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"video 1/1 (frame 387/458) /content/video.mp4: 384x640 9 persons, 7 bicycles, 3 traffic lights, 9.4ms\n",
"video 1/1 (frame 388/458) /content/video.mp4: 384x640 10 persons, 8 bicycles, 1 traffic light, 9.6ms\n",
"video 1/1 (frame 389/458) /content/video.mp4: 384x640 10 persons, 7 bicycles, 1 traffic light, 10.1ms\n",
"video 1/1 (frame 390/458) /content/video.mp4: 384x640 10 persons, 9 bicycles, 1 traffic light, 10.3ms\n",
"video 1/1 (frame 391/458) /content/video.mp4: 384x640 9 persons, 6 bicycles, 1 traffic light, 9.3ms\n",
"video 1/1 (frame 392/458) /content/video.mp4: 384x640 9 persons, 6 bicycles, 1 traffic light, 8.8ms\n",
"video 1/1 (frame 393/458) /content/video.mp4: 384x640 12 persons, 7 bicycles, 1 traffic light, 10.3ms\n",
"video 1/1 (frame 394/458) /content/video.mp4: 384x640 12 persons, 5 bicycles, 1 traffic light, 9.9ms\n",
"video 1/1 (frame 395/458) /content/video.mp4: 384x640 12 persons, 6 bicycles, 1 traffic light, 9.4ms\n",
"video 1/1 (frame 396/458) /content/video.mp4: 384x640 10 persons, 6 bicycles, 1 traffic light, 1 dog, 9.2ms\n",
"video 1/1 (frame 397/458) /content/video.mp4: 384x640 13 persons, 6 bicycles, 1 car, 1 traffic light, 1 dog, 13.3ms\n",
"video 1/1 (frame 398/458) /content/video.mp4: 384x640 11 persons, 7 bicycles, 1 car, 1 traffic light, 1 dog, 9.8ms\n",
"video 1/1 (frame 399/458) /content/video.mp4: 384x640 10 persons, 7 bicycles, 1 motorcycle, 1 traffic light, 10.0ms\n",
"video 1/1 (frame 400/458) /content/video.mp4: 384x640 11 persons, 8 bicycles, 1 traffic light, 1 dog, 9.5ms\n",
"video 1/1 (frame 401/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 1 traffic light, 1 dog, 12.0ms\n",
"video 1/1 (frame 402/458) /content/video.mp4: 384x640 14 persons, 9 bicycles, 1 traffic light, 10.0ms\n",
"video 1/1 (frame 403/458) /content/video.mp4: 384x640 10 persons, 6 bicycles, 1 traffic light, 9.3ms\n",
"video 1/1 (frame 404/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 1 traffic light, 8.7ms\n",
"video 1/1 (frame 405/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 9.2ms\n",
"video 1/1 (frame 406/458) /content/video.mp4: 384x640 11 persons, 8 bicycles, 1 traffic light, 9.0ms\n",
"video 1/1 (frame 407/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 1 traffic light, 9.1ms\n",
"video 1/1 (frame 408/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 1 traffic light, 8.6ms\n",
"video 1/1 (frame 409/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 1 traffic light, 9.9ms\n",
"video 1/1 (frame 410/458) /content/video.mp4: 384x640 12 persons, 12 bicycles, 1 traffic light, 9.5ms\n",
"video 1/1 (frame 411/458) /content/video.mp4: 384x640 10 persons, 9 bicycles, 1 traffic light, 9.0ms\n",
"video 1/1 (frame 412/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 1 traffic light, 9.6ms\n",
"video 1/1 (frame 413/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 1 traffic light, 9.5ms\n",
"video 1/1 (frame 414/458) /content/video.mp4: 384x640 14 persons, 9 bicycles, 1 traffic light, 9.9ms\n",
"video 1/1 (frame 415/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 traffic light, 9.5ms\n",
"video 1/1 (frame 416/458) /content/video.mp4: 384x640 14 persons, 8 bicycles, 1 traffic light, 1 backpack, 9.0ms\n",
"video 1/1 (frame 417/458) /content/video.mp4: 384x640 12 persons, 6 bicycles, 1 traffic light, 9.3ms\n",
"video 1/1 (frame 418/458) /content/video.mp4: 384x640 14 persons, 10 bicycles, 1 traffic light, 9.3ms\n",
"video 1/1 (frame 419/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 1 traffic light, 9.2ms\n",
"video 1/1 (frame 420/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 10.7ms\n",
"video 1/1 (frame 421/458) /content/video.mp4: 384x640 11 persons, 10 bicycles, 1 traffic light, 9.5ms\n",
"video 1/1 (frame 422/458) /content/video.mp4: 384x640 11 persons, 7 bicycles, 2 traffic lights, 13.6ms\n",
"video 1/1 (frame 423/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 9.0ms\n",
"video 1/1 (frame 424/458) /content/video.mp4: 384x640 11 persons, 8 bicycles, 1 traffic light, 8.7ms\n",
"video 1/1 (frame 425/458) /content/video.mp4: 384x640 11 persons, 8 bicycles, 1 traffic light, 1 backpack, 10.4ms\n",
"video 1/1 (frame 426/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 2 traffic lights, 11.7ms\n",
"video 1/1 (frame 427/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 1 traffic light, 10.5ms\n",
"video 1/1 (frame 428/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 9.7ms\n",
"video 1/1 (frame 429/458) /content/video.mp4: 384x640 12 persons, 8 bicycles, 1 traffic light, 9.8ms\n",
"video 1/1 (frame 430/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 16.6ms\n",
"video 1/1 (frame 431/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 1 traffic light, 1 backpack, 9.4ms\n",
"video 1/1 (frame 432/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 1 traffic light, 12.2ms\n",
"video 1/1 (frame 433/458) /content/video.mp4: 384x640 12 persons, 12 bicycles, 1 traffic light, 9.4ms\n",
"video 1/1 (frame 434/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 9.4ms\n",
"video 1/1 (frame 435/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 1 traffic light, 10.2ms\n",
"video 1/1 (frame 436/458) /content/video.mp4: 384x640 13 persons, 9 bicycles, 1 traffic light, 12.4ms\n",
"video 1/1 (frame 437/458) /content/video.mp4: 384x640 14 persons, 10 bicycles, 1 traffic light, 8.9ms\n",
"video 1/1 (frame 438/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 1 traffic light, 2 backpacks, 8.8ms\n",
"video 1/1 (frame 439/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 traffic light, 9.1ms\n",
"video 1/1 (frame 440/458) /content/video.mp4: 384x640 14 persons, 11 bicycles, 1 traffic light, 9.4ms\n",
"video 1/1 (frame 441/458) /content/video.mp4: 384x640 12 persons, 12 bicycles, 1 traffic light, 8.6ms\n",
"video 1/1 (frame 442/458) /content/video.mp4: 384x640 13 persons, 10 bicycles, 1 traffic light, 8.3ms\n",
"video 1/1 (frame 443/458) /content/video.mp4: 384x640 13 persons, 11 bicycles, 1 traffic light, 10.6ms\n",
"video 1/1 (frame 444/458) /content/video.mp4: 384x640 13 persons, 10 bicycles, 1 traffic light, 1 backpack, 9.3ms\n",
"video 1/1 (frame 445/458) /content/video.mp4: 384x640 15 persons, 10 bicycles, 1 traffic light, 1 backpack, 8.9ms\n",
"video 1/1 (frame 446/458) /content/video.mp4: 384x640 13 persons, 8 bicycles, 1 traffic light, 1 backpack, 9.3ms\n",
"video 1/1 (frame 447/458) /content/video.mp4: 384x640 14 persons, 8 bicycles, 1 traffic light, 1 backpack, 9.6ms\n",
"video 1/1 (frame 448/458) /content/video.mp4: 384x640 14 persons, 9 bicycles, 1 traffic light, 1 backpack, 9.5ms\n",
"video 1/1 (frame 449/458) /content/video.mp4: 384x640 13 persons, 7 bicycles, 1 traffic light, 9.8ms\n",
"video 1/1 (frame 450/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 8.7ms\n",
"video 1/1 (frame 451/458) /content/video.mp4: 384x640 12 persons, 9 bicycles, 12.3ms\n",
"video 1/1 (frame 452/458) /content/video.mp4: 384x640 12 persons, 10 bicycles, 9.3ms\n",
"video 1/1 (frame 453/458) /content/video.mp4: 384x640 14 persons, 10 bicycles, 9.3ms\n",
"video 1/1 (frame 454/458) /content/video.mp4: 384x640 11 persons, 11 bicycles, 9.3ms\n",
"video 1/1 (frame 455/458) /content/video.mp4: 384x640 11 persons, 9 bicycles, 16.5ms\n",
"video 1/1 (frame 456/458) /content/video.mp4: 384x640 11 persons, 10 bicycles, 13.9ms\n",
"video 1/1 (frame 457/458) /content/video.mp4: 384x640 12 persons, 11 bicycles, 14.0ms\n",
"video 1/1 (frame 458/458) /content/video.mp4: 384x640 11 persons, 10 bicycles, 14.0ms\n",
"Speed: 2.1ms preprocess, 10.6ms inference, 2.6ms postprocess per image at shape (1, 3, 384, 640)\n",
"Results saved to \u001b[1mruns/detect/predict2\u001b[0m\n",
"💡 Learn more at https://docs.ultralytics.com/modes/predict\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"!rm /content/result_compressed.mp4"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "rBOSm-zj_KGg",
"outputId": "abd040d6-a800-449d-e8fe-390fc6339223"
},
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"rm: cannot remove '/content/result_compressed.mp4': No such file or directory\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from IPython.display import HTML\n",
"from base64 import b64encode\n",
"import os\n",
"\n",
"# Input video path\n",
"save_path = '/content/runs/detect/predict2/video.avi'\n",
"\n",
"# Compressed video path\n",
"compressed_path = \"/content/result_compressed.mp4\"\n",
"\n",
"os.system(f\"ffmpeg -i {save_path} -vcodec libx264 {compressed_path}\")\n",
"\n",
"# Show video\n",
"mp4 = open(compressed_path,'rb').read()\n",
"data_url = \"data:video/mp4;base64,\" + b64encode(mp4).decode()\n",
"HTML(\"\"\"\n",
"\n",
"\"\"\" % data_url)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 247
},
"id": "vRe0Jr-X_KsH",
"outputId": "ce3bbc55-54c2-4b9f-d229-71c87190461a"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
],
"text/html": [
"\n",
"